Digital Image Processing Topics

Learn more about Image Processing here, we have listed latest list of digital image processing topics for thesis and research. Digital image processing furnishes the well-established platform for employing complex approaches for processing digital images to enhance image interpretation and representation. And, it can even perform operations that are hard to work with analog processing methods. Hence, it is widely used in many research fields that deal with image processing areas.

What are the Types of Image Processing?

In general, there are two major categories of techniques for image processing. And they are analog image processing and digital image processing. Analog image processing takes place in 2D analog signals, which are used for photographic films and printouts. Here, image analysts use various chemical components to develop and visualize the image. But in the case of digital image processing, it is processed through intelligent algorithms and approaches in the digital computer where the output is also in the digital image. 

Digital Image Processing Topics

We provide the following descriptions for any digital image processing topics, 

  • Different Digital Image Processing Technologies
  • Fundamental Theories and Perception
  • Various Research Areas that are currently evolved
  • Related Conceptual Concepts / Schemes
  • Problem Solving Approaches and Procedures
  • Mathematical and Numerical Functions Equation / Formulae
  • Own Algorithm Pseudocode for Complex Problem
  • Overall System Architecture, UML Diagrams, and Data Flow Chart
  • Comparative Study of Different Scenarios and Datasets
  • System Performance Evaluation and Analysis
  • Information about the Simulation Blocks and Test Results
  • Final Discussion on Experimental Outcome

This page is about the emerging Digital Image Processing Topics and current research areas with future advances!!!

 Image processing is an extensive research area that can be recognized in all the research fields in some aspects. That is to say; it spreads its footprints in all the dimensions of the real-world environment, which ranges from leaf identification to patient disorder prediction and analysis. For your reference,

here we have listed few important image processing applications.

  • Vision-assisted Robotic System.
  • Bar Code and QR Code Scanner / Reader
  • Social Websites and Apps Development (For instance: Instagram and Snapchat)
  • iPhone’s Face Recognition and Unlock System
  • Digital-based Computational photography
  • Automated assembly based on Sensor for Object Detection
  • Advance Processing of Astronomical or Planetary images (For instance: Images of Space Probe and Hubble Telescope Pictures)
  • Remote Sensing and Visual Interpretation (For instance: Satellite and Aerial Image)
  • Automated Optical or Handwritten Character Recognition (For instance: License Plate and Zip Code)
  • Industrial Manufacturing Applications (For instance: Product Optical Sorting and Assessment)
  • Biometric Authentication Technologies (For instance: Face, Iris and Finger Print Identification)
  • Bio-Medical Imaging and Processing (For instance: Blood Cell Microscope Images and Chest Radiograph Interpretation)

Then, our research team has given you the algorithms that are broadly used in digital image processing projects. Each algorithm has different nature to support various needs of the image processing operations. Here, we have listed some algorithms with their usage based on common categories. 

What are the Important Algorithms in Image Processing? 

  • Classification Ensembles Purpose: Improve the predictive performance and image classification
  • Algorithms: Random forest algorithms, random subspace learning, and boosting (Catboost, XGboost)
  • Nearest Neighbors 
    • Purpose: Search and categorize the pattern
    • Algorithms: KD tree-based K nearest neighbors classification algorithm
  • Naive Bayes 
    • Purpose: Analyze various elements to forecast the multi-class probability
    • Algorithms: Multinomial and Gaussian naive Bayes algorithms
  • Classification Trees 
    • Purpose: Classify into multiple different classes
    • Algorithms: Binary decision trees
  • Generalized Additive Model 
    • Purpose: Interpretable model is made up of univariate and bivariate shape methods used to stop the overfitting issue
    • Algorithms: Binary classification
  • Neural Networks 
    • Purpose: Detect hidden relations between attributed
    • Algorithms: Binary-Neural networks and multiclass-Neural network classifications
  • Discriminant Analysis 
    • Purpose: Normalizing and minimizing the dimension
    • Algorithms: Quadratic / linear discriminant analysis algorithms
  • Incremental Learning 
    • Purpose: Assess the performance of flowing data
    • Algorithms: Fit classification model
  • Semi-Supervised Learning for Classification 
    • Purpose: Distinguish the labeled and unlabeled data
    • Algorithms: Self-training learning and Graph-based learning algorithms
  • Support Vector Machine Classification 
    • Purpose: Incorporate decision plane method for analyzing and classify the data
    • Algorithms: Multi-class and binary SVM classification

For your benefitour resource team has shared some advanced research dip project ideas that create an incredibly positive impact on future image and video processing projects. Here, we have given only a few digital image processing topics for your awareness; more than this, we have a massive number of futuristic research topics. You can make a bond with us to know other technical advancements. 

Digital Image Processing Research Topics

Latest Digital Image Processing Topics

  • Applications: Advanced Optimization Methods for Multi-variable problems
    • Object Detection in Real-time Video Streaming
    • DL assisted Video Analysis
    • Learning-based Object Identification
    • Object Classification Using Learning Techniques
  • Advance Security System using Image Processing
    • Encryption
    • Stenography
    • Watermarking
  • Bag-of-Features Method for Image Classification
  • Medical Fusion Methods for Image enhancements
  • Custom based Bag of Features / Models for Image Retrieval

For illustration purposes, here we have taken the one real-time sample application as “Root Analysis in Precision Agriculture.” Here, we itemized the implementation plan for the computing root volume for analyzing the productivity of the plant. It helps to increase plant growth and production. In addition, it can also be extended in other soil crops and hydroponics. 

Root Analysis in Precision Agriculture Applications 

  • Step 1 – Convert the RGB image to a Gray-scale image
  • Step 2 – Enhance the Contrast of the image
  • Step 3 – Perform Binarize to avoid background noise
  • Step 4 – Employ the suitable filter and mask techniques
    • Minimize the noise in the image
    • Delimit area of interest (mask)
  • Step 5 – Implement “AND” operation among mask and processed image

Next, we can see the development of technologies and tools for digital image processing projects. Each tool has special functionalities and different characteristics. So, when you handpick the tool, consider the features and think about which tool gives accurate results for the proposed topic. 

Digital Image Processing Tools 

  • Java
  • Python
  • OpenCV
  • Matlab
  • GNU Octave
  • Scilab
  • And also many more

Below, our research team has given the dataset that is popularly used while practically implementing the Digital Image Processing Topics. Our developers also help you in selecting datasets since datasets are more important for processing and analysis. 

Famous Digital Image Processing Datasets 

Waymo Open Dataset

  • Used for training self-driving vehicles.
  • Contains driving videos with marked objects and followings,
    • 3,000 driving videos
    • 600,000 frames
    • 16.7 hours
    • 22 million 2D object boundaries
    • 25 million 3D object boundaries
  • Intended to exclude the video uniformity issue
  • Include several video processing options: lighting, construction sites, weather, cyclists, and pedestrians
  • Different kinds of data will eventually increase the model’s generalization capability

SketchTransfer

  • Used for simplification purposes by using neural networks
  • Include real-world unlabeled sketches and labeled images

YouTube-8M Segments

  • Include dynamically changing content with the followings,
    • 1000 classes (nearly)
    • 23700 designs (nearly)

DroneVehicle

  • Used for totaling objects present in the drone images
  • It contains 441642 objects and 31,064 images with object class and boundaries
  • Include 15532 RGB drone shots and infrared shots for each and every image

If you are interested to know new updates on current Digital Image Processing Topics, then contact our team. Further, we also help you in developing your own novel research ideas.

 

 

Milestones

How PhDservices.org deal with significant issues ?


1. Novel Ideas

Novelty is essential for a PhD degree. Our experts are bringing quality of being novel ideas in the particular research area. It can be only determined by after thorough literature search (state-of-the-art works published in IEEE, Springer, Elsevier, ACM, ScienceDirect, Inderscience, and so on). SCI and SCOPUS journals reviewers and editors will always demand “Novelty” for each publishing work. Our experts have in-depth knowledge in all major and sub-research fields to introduce New Methods and Ideas. MAKING NOVEL IDEAS IS THE ONLY WAY OF WINNING PHD.


2. Plagiarism-Free

To improve the quality and originality of works, we are strictly avoiding plagiarism since plagiarism is not allowed and acceptable for any type journals (SCI, SCI-E, or Scopus) in editorial and reviewer point of view. We have software named as “Anti-Plagiarism Software” that examines the similarity score for documents with good accuracy. We consist of various plagiarism tools like Viper, Turnitin, Students and scholars can get your work in Zero Tolerance to Plagiarism. DONT WORRY ABOUT PHD, WE WILL TAKE CARE OF EVERYTHING.


3. Confidential Info

We intended to keep your personal and technical information in secret and it is a basic worry for all scholars.

  • Technical Info: We never share your technical details to any other scholar since we know the importance of time and resources that are giving us by scholars.
  • Personal Info: We restricted to access scholars personal details by our experts. Our organization leading team will have your basic and necessary info for scholars.

CONFIDENTIALITY AND PRIVACY OF INFORMATION HELD IS OF VITAL IMPORTANCE AT PHDSERVICES.ORG. WE HONEST FOR ALL CUSTOMERS.


4. Publication

Most of the PhD consultancy services will end their services in Paper Writing, but our PhDservices.org is different from others by giving guarantee for both paper writing and publication in reputed journals. With our 18+ year of experience in delivering PhD services, we meet all requirements of journals (reviewers, editors, and editor-in-chief) for rapid publications. From the beginning of paper writing, we lay our smart works. PUBLICATION IS A ROOT FOR PHD DEGREE. WE LIKE A FRUIT FOR GIVING SWEET FEELING FOR ALL SCHOLARS.


5. No Duplication

After completion of your work, it does not available in our library i.e. we erased after completion of your PhD work so we avoid of giving duplicate contents for scholars. This step makes our experts to bringing new ideas, applications, methodologies and algorithms. Our work is more standard, quality and universal. Everything we make it as a new for all scholars. INNOVATION IS THE ABILITY TO SEE THE ORIGINALITY. EXPLORATION IS OUR ENGINE THAT DRIVES INNOVATION SO LET’S ALL GO EXPLORING.

Client Reviews

I ordered a research proposal in the research area of Wireless Communications and it was as very good as I can catch it.

- Aaron

I had wishes to complete implementation using latest software/tools and I had no idea of where to order it. My friend suggested this place and it delivers what I expect.

- Aiza

It really good platform to get all PhD services and I have used it many times because of reasonable price, best customer services, and high quality.

- Amreen

My colleague recommended this service to me and I’m delighted their services. They guide me a lot and given worthy contents for my research paper.

- Andrew

I’m never disappointed at any kind of service. Till I’m work with professional writers and getting lot of opportunities.

- Christopher

Once I am entered this organization I was just felt relax because lots of my colleagues and family relations were suggested to use this service and I received best thesis writing.

- Daniel

I recommend phdservices.org. They have professional writers for all type of writing (proposal, paper, thesis, assignment) support at affordable price.

- David

You guys did a great job saved more money and time. I will keep working with you and I recommend to others also.

- Henry

These experts are fast, knowledgeable, and dedicated to work under a short deadline. I had get good conference paper in short span.

- Jacob

Guys! You are the great and real experts for paper writing since it exactly matches with my demand. I will approach again.

- Michael

I am fully satisfied with thesis writing. Thank you for your faultless service and soon I come back again.

- Samuel

Trusted customer service that you offer for me. I don’t have any cons to say.

- Thomas

I was at the edge of my doctorate graduation since my thesis is totally unconnected chapters. You people did a magic and I get my complete thesis!!!

- Abdul Mohammed

Good family environment with collaboration, and lot of hardworking team who actually share their knowledge by offering PhD Services.

- Usman

I enjoyed huge when working with PhD services. I was asked several questions about my system development and I had wondered of smooth, dedication and caring.

- Imran

I had not provided any specific requirements for my proposal work, but you guys are very awesome because I’m received proper proposal. Thank you!

- Bhanuprasad

I was read my entire research proposal and I liked concept suits for my research issues. Thank you so much for your efforts.

- Ghulam Nabi

I am extremely happy with your project development support and source codes are easily understanding and executed.

- Harjeet

Hi!!! You guys supported me a lot. Thank you and I am 100% satisfied with publication service.

- Abhimanyu

I had found this as a wonderful platform for scholars so I highly recommend this service to all. I ordered thesis proposal and they covered everything. Thank you so much!!!

- Gupta